Statistical analysis and forecasting activities heavily rely on the concept of the definition of time series. This concept serves as a basis for research and practical applications in economics, finance, climate change, medicine, and many other areas. Time series reveal patterns of observations over time intervals, reflecting specific measurements at certain time intervals